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@article{landauer.98.dp,
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@article{jaakkola.99.nips,
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@article{hofmann.01.ml,
  title={Unsupervised learning by probabilistic latent semantic analysis},
  author={Hofmann, T.},
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  number={1},
  pages={177--196},
  year={2001},
  publisher={Springer}
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@article{blei.03.mlr,
  title={Latent dirichlet allocation},
  author={Blei, D.M. and Ng, A.Y. and Jordan, M.I.},
  journal={The Journal of Machine Learning Research},
  volume={3},
  pages={993--1022},
  year={2003},
  publisher={JMLR. org}
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@article{barnard03.mlr,
  title={Matching words and pictures},
  author={Barnard, K. and Duygulu, P. and Forsyth, D. and De Freitas, N. and Blei, D.M. and Jordan, M.I.},
  journal={The Journal of Machine Learning Research},
  volume={3},
  pages={1107--1135},
  year={2003},
  publisher={JMLR. org}
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@inproceedings{monay.03.icmr,
  title={On image auto-annotation with latent space models},
  author={Monay, F. and Gatica-Perez, D.},
  booktitle={Proceedings of ACM international conference on Multimedia},
  pages={275--278},
  year={2003},
  organization={ACM}
}



@inproceedings{monay.04.icmr,
  title={{pLSA-based image auto-annotation: constraining the latent space}},
  author={Monay, F. and Gatica-Perez, D.},
  booktitle={Proceedings of the 12th annual ACM international conference on Multimedia},
  pages={348--351},
  year={2004},
  organization={ACM}
}

@INPROCEEDINGS{zhang.05.iccv,
    author = {Ruofei Zhang and Zhongfei (Mark) Zhang and Mingjing Li and Hong-jiang Zhang and et al.},
    title = {A probabilistic semantic model for image annotation and multi-modal image retrieval},
    booktitle = {Proceedings of International Conference on Computer Vision},
    year = {2005},
    pages = {846--851},
    publisher = {}
}

@inproceedings{fei.05.cvpr,
  title={A bayesian hierarchical model for learning natural scene categories},
  author={Fei-Fei, L. and Perona, P.},
  booktitle={IEEE Computer Society Conference on Computer Vision and Pattern Recognition},
  volume={2},
  pages={524--531},
  year={2005},
  organization={Ieee}
}


@inproceedings{quelhas.05.iccv,
  title={Modeling scenes with local descriptors and latent aspects},
  author={Quelhas, P. and Monay, F. and Odobez, J.M. and Gatica-Perez, D. and Tuytelaars, T. and Van Gool, L.},
  booktitle={ IEEE International Conference on Computer Vision},
  volume={1},
  pages={883--890},
  year={2005},
  organization={Ieee}
}

@InProceedings{lazebnik.06.cvpr,
  	author       	= {Lazebnik, Svetlana and Schmid, Cordelia and Ponce, Jean},
  	title       	 = {{Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories}},
  	pages        	= {2169--2178},
  	year         	= {2006},	
  	booktitle    	={IEEE Conference on Computer Vision and Pattern Recognition}
}

@inproceedings{nagai.06.tencon,
  title={Object Categorization Using Multimodal Information},
  author={Nagai, T. and Iwahashi, N.},
  booktitle={IEEE Region 10 Conference TENCON 2006},
  pages={1--4},
  year={2006},
  organization={IEEE}
}

%@inproceedings{lafferty.06.nips,
%  title={Correlated topic models},
%  author={Lafferty, D.M.B.J.D. and Blei, MD},
%  booktitle={ Proceedings of the  conference Advances in Neural Information Processing Systems},
%  pages={147--155},
%  year={2006},
%  organization={Citeseer}
%}

@InProceedings{bosch.06.eccv,
  author       = {Bosch, A. and Zisserman, A. and Munoz, X.",
  title        = "Scene Classification via {pLSA}",
  booktitle    = "European Conference on Computer Vision",
  year         = "2006",
}

@inproceedings{perronnin.07.cvpr,
  title={Fisher kernels on visual vocabularies for image categorization},
  author={Perronnin, F. and Dance, C.},
  booktitle={IEEE Conference on Computer Vision and Pattern Recognition},
  pages={1-8},
  year={2007},
  organization={IEEE}
}


@inproceedings{lienhart.07.icassp,
  title={{pLSA on large scale image databases}},
  author={Lienhart, R. and Slaney, M.},
  booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2007)},
  volume={4},
  pages={IV--1217},
  year={2007},
  organization={IEEE}
}



@inproceedings{huiskes.08.mir,
 	author 	= {Huiskes, Mark J. and Lew, Michael S.},
	 title 		= {{The MIR flickr retrieval evaluation}},
 	year 		= {2008},
	pages 	= {39--43},
 	 booktitle 	= {ACM international conference on Multimedia information retrieval},
} 

@inproceedings{horster.08civr,
  title={{Continuous visual vocabulary modelsfor pLSA-based scene recognition}},
  author={H{\"o}rster, E. and Lienhart, R. and Slaney, M.},
  booktitle={Proceedings of the  international conference on Content-based image and video retrieval},
  pages={319--328},
  year={2008},
  organization={ACM}
}

@article{bosch.08.pami,
  title={Scene classification using a hybrid generative/discriminative approach},
  author={Bosch, A. and Zisserman, A. and Muoz, X.},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={30},
  number={4},
  pages={712--727},
  year={2008},
  publisher={IEEE}
}

@inproceedings{boiman.08.cvpr,
  title={In defense of nearest-neighbor based image classification},
  author={Boiman, O. and Shechtman, E. and Irani, M.},
  booktitle={ IEEE Conference on Computer Vision and Pattern Recognition},
  pages={1--8},
  year={2008},
  organization={Ieee}
}

@INPROCEEDINGS{yang.09.cvpr,
   	 author 	= {Jianchao Yang and Kai Yu and Yihong Gong and Thomas Huang},
    	title 		= {{Linear spatial pyramid matching using sparse coding for image classification}},    	
	pages={1794--1801},
    	year 		= {2009},
	booktitle 	= {IEEE Conference on Computer Vision and Pattern Recognition},
}

@inproceedings{lienhart.09.civr,
  title={{Multilayer pLSA for multimodal image retrieval}},
  author={Lienhart, R. and Romberg, S. and H{\"o}rster, E.},
  booktitle={Proceeding of the ACM International Conference on Image and Video Retrieval},
  pages={9},
  year={2009},
  organization={ACM}
}

@article{yu.09.nips,
 	 title		={{Nonlinear learning using local coordinate coding}},
  	year		={2009},
  	author	={Yu, K. and Zhang, T. and Gong, Y.},  	
  	volume	={22},
  	pages	={2223--2231},
	journal	={Advances in Neural Information Processing Systems},
}

@inproceedings{boureau.10.cvpr,
 	 author    	= {Y-Lan Boureau and Francis Bach and Yann LeCun and Jean Ponce},
  	title     	= {{Learning mid-level features for recognition}},
  	year      	= {2010},
  	pages     	= {2559--2566},
	booktitle 	= {IEEE Conference on Computer Vision and Pattern Recognition},
}

@inproceedings{wang.10.cvpr,
  	author    	= {Jinjun Wang and Jianchao Yang and Kai Yu and Fengjun Lv and Thomas S. Huang and Yihong Gong},
  	title     	= {Locality-constrained Linear Coding for image classification},
  	year      	= {2010},
  	pages    	= {3360--3367},
	booktitle 	= {IEEE Conference on Computer Vision and Pattern Recognition}
}

@InProceedings{guillaumin.10.cvpr,
  	author	 = {Matthieu Guillaumin and Jakob Verbeek and Cordelia Schmid},
 	 title        	= {{Multimodal semi-supervised learning for image classification}},	
  	pages        	= {902 -- 909},
  	year         	= {2010},
	booktitle 	= {IEEE Conference on Computer Vision and Pattern Recognition}
}

@inproceedings{chandrika.10.civr,
  title={Multi modal semantic indexing for image retrieval},
  author={Chandrika, P. and Jawahar, CV},
  booktitle={Proceedings of the ACM International Conference on Image and Video Retrieval},
  pages={342--349},
  year={2010},
  organization={ACM}
}

@inproceedings{perronnin.10.cvpr,
  title={Large-scale image retrieval with compressed Fisher vectors},
  author={Perronnin, F. and Liu, Y. and S{\'a}nchez, J. and Poirier, H.},
  booktitle={ IEEE Conference on Computer Vision and Pattern Recognition},
  pages={3384--3391},
  year={2010},
  organization={IEEE}
}

@inproceedings{jegou.10.cvpr,
  title={Aggregating local descriptors into a compact image representation},
  author={J{\'e}gou, H. and Douze, M. and Schmid, C. and P{\'e}rez, P.},
  booktitle={ IEEE Conference on Computer Vision and Pattern Recognition},
  pages={3304--3311},
  year={2010},
  organization={IEEE}
}

@inproceedings{ergul.10.icpr,
  title={Scene Classification Using Spatial Pyramid of Latent Topics},
  author={Ergul, E. and Arica, N.},
  booktitle={IEEE International Conference on Pattern Recognition},
  pages={3603--3606},
  year={2010},
  organization={IEEE}
}

@inproceedings{lin.11.cvpr,
  title={{Large-scale image classification: fast feature extraction and SVM training}},
  author={Lin, Y. and Lv, F. and Zhu, S. and Yang, M. and Cour, T. and Yu, K. and Cao, L. and Huang, T.},
  booktitle={IEEE Conference on Computer Vision and Pattern Recognition},
  pages={1689--1696},
  year={2011},
  organization={IEEE}
}
@inproceedings{kawanabe.11.wacv,
 	author	 = {Kawanabe, Motoaki and Binder, Alexander and Muller, Christina and Wojcikiewicz, Wojciech},
	 title 		= {{Multi-modal visual concept classification of images via Markov random walk over tags}},
 	year 		= {2011},
	 pages 	= {396--401},
	booktitle 	= {IEEE Workshop on Applications of Computer Vision}
}